Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 3333 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 286.6 KiB |
| Average record size in memory | 88.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 3 |
DataPlan is highly overall correlated with DataUsage and 1 other fields | High correlation |
DataUsage is highly overall correlated with DataPlan and 1 other fields | High correlation |
DayMins is highly overall correlated with MonthlyCharge | High correlation |
MonthlyCharge is highly overall correlated with DataPlan and 2 other fields | High correlation |
ContractRenewal is highly imbalanced (54.1%) | Imbalance |
DataUsage has 1813 (54.4%) zeros | Zeros |
CustServCalls has 697 (20.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-11 02:46:02.057384 |
|---|---|
| Analysis finished | 2024-12-11 02:46:06.938857 |
| Duration | 4.88 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
AccountWeeks
Real number (ℝ)
| Distinct | 212 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.06481 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 74 |
| median | 101 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 39.822106 |
|---|---|
| Coefficient of variation (CV) | 0.39402545 |
| Kurtosis | -0.10783598 |
| Mean | 101.06481 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.096606294 |
| Sum | 336849 |
| Variance | 1585.8001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 43 | 1.3% |
| 87 | 42 | 1.3% |
| 101 | 40 | 1.2% |
| 93 | 40 | 1.2% |
| 90 | 39 | 1.2% |
| 95 | 38 | 1.1% |
| 86 | 38 | 1.1% |
| 100 | 37 | 1.1% |
| 116 | 37 | 1.1% |
| 112 | 36 | 1.1% |
| Other values (202) | 2943 |
| Value | Count | Frequency (%) |
| 1 | 8 | |
| 2 | 1 | < 0.1% |
| 3 | 5 | |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | 0.1% |
| 7 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 225 | 2 | |
| 224 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 2 | |
| 215 | 1 | < 0.1% |
| 212 | 2 | |
| 210 | 2 | |
| 209 | 3 |
ContractRenewal
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3333 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3333 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3333 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3333 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3010 | |
| 0 | 323 | 9.7% |
DataPlan
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3333 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3333 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3333 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3333 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2411 | |
| 1 | 922 | 27.7% |
DataUsage
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 174 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.81647465 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 1813 |
| Zeros (%) | 54.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.78 |
| 95-th percentile | 3.46 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 1.78 |
Descriptive statistics
| Standard deviation | 1.272668 |
|---|---|
| Coefficient of variation (CV) | 1.5587355 |
| Kurtosis | 0.04263016 |
| Mean | 0.81647465 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2720573 |
| Sum | 2721.31 |
| Variance | 1.6196839 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1813 | |
| 0.31 | 41 | 1.2% |
| 0.21 | 39 | 1.2% |
| 0.29 | 36 | 1.1% |
| 0.26 | 34 | 1.0% |
| 0.33 | 32 | 1.0% |
| 0.32 | 30 | 0.9% |
| 0.3 | 29 | 0.9% |
| 0.28 | 29 | 0.9% |
| 0.27 | 27 | 0.8% |
| Other values (164) | 1223 |
| Value | Count | Frequency (%) |
| 0 | 1813 | |
| 0.11 | 2 | 0.1% |
| 0.12 | 3 | 0.1% |
| 0.13 | 5 | 0.2% |
| 0.14 | 7 | 0.2% |
| 0.15 | 5 | 0.2% |
| 0.16 | 9 | 0.3% |
| 0.17 | 10 | 0.3% |
| 0.18 | 7 | 0.2% |
| 0.19 | 12 | 0.4% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 4.75 | 1 | < 0.1% |
| 4.73 | 1 | < 0.1% |
| 4.64 | 1 | < 0.1% |
| 4.59 | 1 | < 0.1% |
| 4.56 | 3 | |
| 4.48 | 1 | < 0.1% |
| 4.46 | 2 | |
| 4.43 | 2 | |
| 4.4 | 1 | < 0.1% |
CustServCalls
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5628563 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 697 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.315491 |
|---|---|
| Coefficient of variation (CV) | 0.84172234 |
| Kurtosis | 1.7309137 |
| Mean | 1.5628563 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0913595 |
| Sum | 5209 |
| Variance | 1.7305167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1181 | |
| 2 | 759 | |
| 0 | 697 | |
| 3 | 429 | 12.9% |
| 4 | 166 | 5.0% |
| 5 | 66 | 2.0% |
| 6 | 22 | 0.7% |
| 7 | 9 | 0.3% |
| 9 | 2 | 0.1% |
| 8 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 697 | |
| 1 | 1181 | |
| 2 | 759 | |
| 3 | 429 | 12.9% |
| 4 | 166 | 5.0% |
| 5 | 66 | 2.0% |
| 6 | 22 | 0.7% |
| 7 | 9 | 0.3% |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | 0.1% |
| 8 | 2 | 0.1% |
| 7 | 9 | 0.3% |
| 6 | 22 | 0.7% |
| 5 | 66 | 2.0% |
| 4 | 166 | 5.0% |
| 3 | 429 | 12.9% |
| 2 | 759 | |
| 1 | 1181 | |
| 0 | 697 |
DayMins
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1667 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.7751 |
| Minimum | 0 |
|---|---|
| Maximum | 350.8 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 89.92 |
| Q1 | 143.7 |
| median | 179.4 |
| Q3 | 216.4 |
| 95-th percentile | 270.74 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 72.7 |
Descriptive statistics
| Standard deviation | 54.467389 |
|---|---|
| Coefficient of variation (CV) | 0.30297516 |
| Kurtosis | -0.019940379 |
| Mean | 179.7751 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | -0.029077067 |
| Sum | 599190.4 |
| Variance | 2966.6965 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 154 | 8 | 0.2% |
| 159.5 | 8 | 0.2% |
| 174.5 | 8 | 0.2% |
| 183.4 | 7 | 0.2% |
| 175.4 | 7 | 0.2% |
| 162.3 | 7 | 0.2% |
| 178.7 | 6 | 0.2% |
| 194.8 | 6 | 0.2% |
| 189.3 | 6 | 0.2% |
| 146.3 | 6 | 0.2% |
| Other values (1657) | 3264 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 17.6 | 1 | |
| 18.9 | 1 | |
| 19.5 | 1 | |
| 25.9 | 1 | |
| 27 | 1 |
| Value | Count | Frequency (%) |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 329.8 | 1 | |
| 328.1 | 1 | |
| 326.5 | 1 |
DayCalls
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.43564 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.069084 |
|---|---|
| Coefficient of variation (CV) | 0.19982034 |
| Kurtosis | 0.24318152 |
| Mean | 100.43564 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.11178664 |
| Sum | 334752 |
| Variance | 402.76814 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 78 | 2.3% |
| 105 | 75 | 2.3% |
| 95 | 69 | 2.1% |
| 107 | 69 | 2.1% |
| 104 | 68 | 2.0% |
| 108 | 67 | 2.0% |
| 97 | 67 | 2.0% |
| 106 | 66 | 2.0% |
| 112 | 66 | 2.0% |
| 110 | 66 | 2.0% |
| Other values (109) | 2642 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 2 | |
| 42 | 2 | |
| 44 | 3 | |
| 45 | 3 | |
| 47 | 2 | |
| 48 | 3 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 158 | 3 | |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 151 | 5 | |
| 150 | 6 | |
| 149 | 1 | < 0.1% |
MonthlyCharge
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 627 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.305161 |
| Minimum | 14 |
|---|---|
| Maximum | 111.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 33.26 |
| Q1 | 45 |
| median | 53.5 |
| Q3 | 66.2 |
| 95-th percentile | 87.8 |
| Maximum | 111.3 |
| Range | 97.3 |
| Interquartile range (IQR) | 21.2 |
Descriptive statistics
| Standard deviation | 16.426032 |
|---|---|
| Coefficient of variation (CV) | 0.29173226 |
| Kurtosis | -0.016808073 |
| Mean | 56.305161 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.5944978 |
| Sum | 187665.1 |
| Variance | 269.81452 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 84 | 2.5% |
| 46 | 75 | 2.3% |
| 45 | 74 | 2.2% |
| 49 | 73 | 2.2% |
| 54 | 72 | 2.2% |
| 51 | 71 | 2.1% |
| 48 | 68 | 2.0% |
| 53 | 66 | 2.0% |
| 47 | 65 | 2.0% |
| 44 | 62 | 1.9% |
| Other values (617) | 2623 |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 15.7 | 1 | < 0.1% |
| 16 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 2 | 0.1% |
| 20.1 | 1 | < 0.1% |
| 21 | 2 | 0.1% |
| 22 | 5 | |
| 22.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 111.3 | 1 | |
| 110 | 2 | |
| 108.7 | 1 | |
| 108.6 | 1 | |
| 108.3 | 1 | |
| 106.9 | 1 | |
| 105.6 | 1 | |
| 105.2 | 1 | |
| 104.9 | 1 | |
| 104.7 | 1 |
OverageFee
Real number (ℝ)
| Distinct | 1024 |
|---|---|
| Distinct (%) | 30.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.051488 |
| Minimum | 0 |
|---|---|
| Maximum | 18.19 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.94 |
| Q1 | 8.33 |
| median | 10.07 |
| Q3 | 11.77 |
| 95-th percentile | 14.22 |
| Maximum | 18.19 |
| Range | 18.19 |
| Interquartile range (IQR) | 3.44 |
Descriptive statistics
| Standard deviation | 2.5357119 |
|---|---|
| Coefficient of variation (CV) | 0.25227229 |
| Kurtosis | 0.025699267 |
| Mean | 10.051488 |
| Median Absolute Deviation (MAD) | 1.72 |
| Skewness | -0.023845341 |
| Sum | 33501.61 |
| Variance | 6.4298349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.5 | 13 | 0.4% |
| 10.19 | 11 | 0.3% |
| 8.36 | 11 | 0.3% |
| 8.09 | 11 | 0.3% |
| 8.39 | 10 | 0.3% |
| 10.59 | 10 | 0.3% |
| 10.05 | 10 | 0.3% |
| 10.47 | 10 | 0.3% |
| 10.26 | 10 | 0.3% |
| 8.8 | 10 | 0.3% |
| Other values (1014) | 3227 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.56 | 1 | |
| 2.11 | 1 | |
| 2.13 | 1 | |
| 2.2 | 1 | |
| 2.41 | 1 | |
| 2.46 | 1 | |
| 2.65 | 1 | |
| 2.8 | 1 | |
| 2.93 | 1 |
| Value | Count | Frequency (%) |
| 18.19 | 1 | |
| 18.09 | 1 | |
| 17.71 | 1 | |
| 17.58 | 1 | |
| 17.55 | 1 | |
| 17.53 | 1 | |
| 17.43 | 1 | |
| 17.37 | 1 | |
| 17.07 | 1 | |
| 17 | 1 |
RoamMins
Real number (ℝ)
| Distinct | 162 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.237294 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 18 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.7918395 |
|---|---|
| Coefficient of variation (CV) | 0.27271265 |
| Kurtosis | 0.60918476 |
| Mean | 10.237294 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.24513594 |
| Sum | 34120.9 |
| Variance | 7.7943681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 62 | 1.9% |
| 11.3 | 59 | 1.8% |
| 9.8 | 56 | 1.7% |
| 10.9 | 56 | 1.7% |
| 10.1 | 53 | 1.6% |
| 10.6 | 53 | 1.6% |
| 10.2 | 53 | 1.6% |
| 11 | 52 | 1.6% |
| 11.1 | 52 | 1.6% |
| 9.7 | 51 | 1.5% |
| Other values (152) | 2786 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1.1 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 2 | 0.1% |
| 2.1 | 2 | 0.1% |
| 2.2 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 3 | |
| 17.9 | 1 | < 0.1% |
| 17.8 | 2 | |
| 17.6 | 2 | |
| 17.5 | 3 |
Churn
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3333 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3333 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3333 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3333 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2850 | |
| 1 | 483 | 14.5% |
| AccountWeeks | Churn | ContractRenewal | CustServCalls | DataPlan | DataUsage | DayCalls | DayMins | MonthlyCharge | OverageFee | RoamMins | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| AccountWeeks | 1.000 | 0.000 | 0.015 | -0.006 | 0.000 | 0.017 | 0.033 | 0.018 | 0.012 | -0.008 | 0.015 |
| Churn | 0.000 | 1.000 | 0.258 | 0.316 | 0.100 | 0.108 | 0.048 | 0.355 | 0.294 | 0.080 | 0.056 |
| ContractRenewal | 0.015 | 0.258 | 1.000 | 0.043 | 0.000 | 0.053 | 0.038 | 0.068 | 0.064 | 0.036 | 0.025 |
| CustServCalls | -0.006 | 0.316 | 0.043 | 1.000 | 0.018 | -0.018 | -0.021 | -0.015 | -0.025 | -0.018 | -0.017 |
| DataPlan | 0.000 | 0.100 | 0.000 | 0.018 | 1.000 | 0.996 | 0.000 | 0.033 | 0.788 | 0.018 | 0.000 |
| DataUsage | 0.017 | 0.108 | 0.053 | -0.018 | 0.996 | 1.000 | -0.019 | -0.004 | 0.646 | 0.011 | 0.077 |
| DayCalls | 0.033 | 0.048 | 0.038 | -0.021 | 0.000 | -0.019 | 1.000 | 0.009 | -0.009 | -0.014 | 0.015 |
| DayMins | 0.018 | 0.355 | 0.068 | -0.015 | 0.033 | -0.004 | 0.009 | 1.000 | 0.599 | 0.006 | -0.016 |
| MonthlyCharge | 0.012 | 0.294 | 0.064 | -0.025 | 0.788 | 0.646 | -0.009 | 0.599 | 1.000 | 0.289 | 0.056 |
| OverageFee | -0.008 | 0.080 | 0.036 | -0.018 | 0.018 | 0.011 | -0.014 | 0.006 | 0.289 | 1.000 | -0.003 |
| RoamMins | 0.015 | 0.056 | 0.025 | -0.017 | 0.000 | 0.077 | 0.015 | -0.016 | 0.056 | -0.003 | 1.000 |
| AccountWeeks | ContractRenewal | DataPlan | DataUsage | CustServCalls | DayMins | DayCalls | MonthlyCharge | OverageFee | RoamMins | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 128 | 1 | 1 | 2.70 | 1 | 265.1 | 110 | 89.0 | 9.87 | 10.0 | 0 |
| 1 | 107 | 1 | 1 | 3.70 | 1 | 161.6 | 123 | 82.0 | 9.78 | 13.7 | 0 |
| 2 | 137 | 1 | 0 | 0.00 | 0 | 243.4 | 114 | 52.0 | 6.06 | 12.2 | 0 |
| 3 | 84 | 0 | 0 | 0.00 | 2 | 299.4 | 71 | 57.0 | 3.10 | 6.6 | 0 |
| 4 | 75 | 0 | 0 | 0.00 | 3 | 166.7 | 113 | 41.0 | 7.42 | 10.1 | 0 |
| 5 | 118 | 0 | 0 | 0.00 | 0 | 223.4 | 98 | 57.0 | 11.03 | 6.3 | 0 |
| 6 | 121 | 1 | 1 | 2.03 | 3 | 218.2 | 88 | 87.3 | 17.43 | 7.5 | 0 |
| 7 | 147 | 0 | 0 | 0.00 | 0 | 157.0 | 79 | 36.0 | 5.16 | 7.1 | 0 |
| 8 | 117 | 1 | 0 | 0.19 | 1 | 184.5 | 97 | 63.9 | 17.58 | 8.7 | 0 |
| 9 | 141 | 0 | 1 | 3.02 | 0 | 258.6 | 84 | 93.2 | 11.10 | 11.2 | 0 |
| AccountWeeks | ContractRenewal | DataPlan | DataUsage | CustServCalls | DayMins | DayCalls | MonthlyCharge | OverageFee | RoamMins | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3323 | 117 | 1 | 0 | 0.39 | 5 | 118.4 | 126 | 45.9 | 12.47 | 13.6 | 1 |
| 3324 | 159 | 1 | 0 | 0.00 | 1 | 169.8 | 114 | 46.0 | 9.89 | 11.6 | 0 |
| 3325 | 78 | 1 | 0 | 0.23 | 2 | 193.4 | 99 | 45.3 | 5.85 | 9.3 | 0 |
| 3326 | 96 | 1 | 0 | 0.36 | 1 | 106.6 | 128 | 46.6 | 14.24 | 14.9 | 0 |
| 3327 | 79 | 1 | 0 | 0.00 | 2 | 134.7 | 98 | 40.0 | 9.49 | 11.8 | 0 |
| 3328 | 192 | 1 | 1 | 2.67 | 2 | 156.2 | 77 | 71.7 | 10.78 | 9.9 | 0 |
| 3329 | 68 | 1 | 0 | 0.34 | 3 | 231.1 | 57 | 56.4 | 7.67 | 9.6 | 0 |
| 3330 | 28 | 1 | 0 | 0.00 | 2 | 180.8 | 109 | 56.0 | 14.44 | 14.1 | 0 |
| 3331 | 184 | 0 | 0 | 0.00 | 2 | 213.8 | 105 | 50.0 | 7.98 | 5.0 | 0 |
| 3332 | 74 | 1 | 1 | 3.70 | 0 | 234.4 | 113 | 100.0 | 13.30 | 13.7 | 0 |